Title
RANKS: a flexible tool for node label ranking and classification in biological networks.
Abstract
RANKS is a flexible software package that can be easily applied to any bioinformatics task formalizable as ranking of nodes with respect to a property given as a label, such as automated protein function prediction, gene disease prioritization and drug repositioning. To this end RANKS provides an efficient and easy-to-use implementation of kernelized score functions, a semi-supervised algorithmic scheme embedding both local and global learning strategies for the analysis of biomolecular networks. To facilitate comparative assessment, baseline network-based methods, e.g. label propagation and random walk algorithms, have also been implemented.
Year
DOI
Venue
2016
10.1093/bioinformatics/btw235
BIOINFORMATICS
Field
DocType
Volume
Probability and statistics,Data mining,Embedding,Ranking,Biological network,Computer science,Computational mathematics,Prioritization,Software,Bioinformatics,Protein function prediction
Journal
32
Issue
ISSN
Citations 
18
1367-4803
7
PageRank 
References 
Authors
0.52
8
6
Name
Order
Citations
PageRank
Giorgio Valentini190556.70
Giuliano Armano232542.89
Marco Frasca3565.35
Jianyi Lin433022.45
Marco Mesiti583072.53
Matteo Ré616411.62